{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn import linear_model\n",
    "from sklearn.preprocessing import PolynomialFeatures\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data = pd.read_csv('./data/simple_example.csv')\n",
    "features = ['x']\n",
    "labels = ['y']\n",
    "# 划分训练集和测试集\n",
    "train_data = data[:15]\n",
    "test_data = data[15:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def evaluate_model(model, test_data, features, labels, featurizer):\n",
    "    '''\n",
    "    计算线性模型的均方差和决定系数\n",
    "\n",
    "    参数\n",
    "    ----\n",
    "    model : LinearRegression, 训练完成的线性模型\n",
    "\n",
    "    testData : DataFrame，测试数据\n",
    "\n",
    "    features : list[str]，特征名列表\n",
    "\n",
    "    labels : list[str]，标签名列表\n",
    "\n",
    "    返回\n",
    "    ----\n",
    "    error : np.float64，均方差\n",
    "\n",
    "    score : np.float64，决定系数\n",
    "    '''\n",
    "    # 均方差(Mean Squared Error)，均方差越小越好\n",
    "    error = model.predict(featurizer.fit_transform(test_data[features])) - test_data[labels]\n",
    "    mse = np.mean(error.values ** 2)\n",
    "    # 决定系数(Coefficient of determination)，决定系数越接近1越好\n",
    "    score = model.score(featurizer.fit_transform(test_data[features]), test_data[labels])\n",
    "    return mse, score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def train_model(train_data, features, labels, featurizer):\n",
    "    '''\n",
    "    利用训练数据，估计模型参数\n",
    "\n",
    "    参数\n",
    "    ----\n",
    "    trainData : DataFrame，训练数据集，包含特征和标签\n",
    "\n",
    "    features : 特征名列表\n",
    "\n",
    "    labels : 标签名列表\n",
    "\n",
    "    返回\n",
    "    ----\n",
    "    model : LinearRegression, 训练好的线性模型\n",
    "    '''\n",
    "    # 创建一个线性回归模型\n",
    "    model = linear_model.LinearRegression(fit_intercept=False)\n",
    "    # 训练模型，估计模型参数\n",
    "    model.fit(featurizer.fit_transform(train_data[features]), train_data[labels])\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def visualize_model(model, featurizer, data, features, labels, evaluation):\n",
    "    '''\n",
    "    模型可视化\n",
    "    '''\n",
    "    # 为在Matplotlib中显示中文，设置特殊字体\n",
    "    plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "    plt.rcParams['axes.unicode_minus'] = False\n",
    "    plt.rcParams.update({'font.size': 13})\n",
    "    # 创建一个图形框\n",
    "    fig = plt.figure(figsize=(10, 10), dpi=100)\n",
    "    # 在图形框里只画一幅图\n",
    "    for i in range(4):\n",
    "        ax = fig.add_subplot(2, 2, i+1)\n",
    "        _visualization(ax, data, model[i], featurizer[i], evaluation[i], features, labels)\n",
    "    return plt\n",
    "\n",
    "def _visualization(ax, data, model, featurizer, evaluation, features, labels):\n",
    "    '''\n",
    "    '''\n",
    "    # 画点图，用蓝色圆点表示原始数据\n",
    "    ax.scatter(data[features], data[labels], color='b')\n",
    "    # 画线图，用红色线条表示模型结果\n",
    "    ax.plot(data[features], model.predict(featurizer.fit_transform(data[features])), color='r')\n",
    "    # 显示均方差和决定系数\n",
    "    ax.text(0.01, 0.99, f'均方差：{evaluation[0]:.3f}\\n决定系数：{evaluation[1]:.3f}',\n",
    "            style='italic', verticalalignment='top', horizontalalignment='left',\n",
    "            transform=ax.transAxes, color='m', fontsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 不区分训练数据集和测试数据集\n",
    "featurizer = []\n",
    "model = []\n",
    "evaluation = []\n",
    "for i in range(1, 11, 3):\n",
    "    featurizer.append(PolynomialFeatures(degree=i))\n",
    "    # 产生并训练模型\n",
    "    model.append(train_model(data, features, labels, featurizer[-1]))\n",
    "    # 评价模型效果\n",
    "    evaluation.append(evaluate_model(model[-1], data, features, labels, featurizer[-1]))\n",
    "# 图形化模型结果\n",
    "re = visualize_model(model, featurizer, data, features, labels, evaluation)\n",
    "re.savefig('linear_ml_overfitting1.png', dpi=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用训练数据集训练数据，测试数据集评估模型效果\n",
    "featurizer = []\n",
    "overfitting_model = []\n",
    "overfitting_evaluation = []\n",
    "for i in range(1, 11, 3):\n",
    "    featurizer.append(PolynomialFeatures(degree=i))\n",
    "    # 产生并训练模型\n",
    "    overfitting_model.append(train_model(train_data, features, labels, featurizer[-1]))\n",
    "    # 评价模型效果\n",
    "    overfitting_evaluation.append(\n",
    "        evaluate_model(overfitting_model[-1], test_data, features, labels, featurizer[-1]))\n",
    "# 图形化模型结果\n",
    "re = visualize_model(overfitting_model, featurizer, data, features, labels, overfitting_evaluation)\n",
    "re.savefig('linear_ml_overfitting2.png', dpi=200)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
